Habitat Suitability Report
Inputs
- Species: Harbor seal (Phoca vitulina)
- Thinning: Thinned observations
- Ratio: 1:2 observation:pseudo-absence ratio
- Spatial extent: Full extent
- Covariates used: seal specific v2 (sss, dfs, month, mld)
- Metrics: evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max |
|---|---|---|
| rf | 0.9634146 | 0.8167683 |
| bt | 0.9370427 | 0.7643293 |
| maxnet | 0.9195122 | 0.7637195 |
| gam | 0.9295732 | 0.7768293 |
| glm | 0.9250000 | 0.7631098 |
Variable Importance
Partial Dependence
